Overview

Dataset Statistics

Number of Variables 60
Number of Rows 25989
Missing Cells 821119
Missing Cells (%) 52.7%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 14.5 MB
Average Row Size in Memory 586.7 B
Variable Types
  • Categorical: 2
  • Numerical: 58

Dataset Insights

trade_co2 and flaring_co2 have similar distributions Similar Distribution
trade_co2 and consumption_co2_per_capita have similar distributions Similar Distribution
trade_co2 and trade_co2_share have similar distributions Similar Distribution
trade_co2 and share_global_flaring_co2 have similar distributions Similar Distribution
trade_co2 and share_global_cumulative_flaring_co2 have similar distributions Similar Distribution
flaring_co2 and consumption_co2_per_capita have similar distributions Similar Distribution
flaring_co2 and trade_co2_share have similar distributions Similar Distribution
flaring_co2 and share_global_flaring_co2 have similar distributions Similar Distribution
flaring_co2 and share_global_cumulative_flaring_co2 have similar distributions Similar Distribution
flaring_co2 and total_ghg have similar distributions Similar Distribution
flaring_co2 and total_ghg_excluding_lucf have similar distributions Similar Distribution
flaring_co2 and methane have similar distributions Similar Distribution
gas_co2_per_capita and share_global_gas_co2 have similar distributions Similar Distribution
gas_co2_per_capita and share_global_cumulative_gas_co2 have similar distributions Similar Distribution
other_industry_co2 and cumulative_other_co2 have similar distributions Similar Distribution
other_industry_co2 and share_global_other_co2 have similar distributions Similar Distribution
other_industry_co2 and share_global_cumulative_other_co2 have similar distributions Similar Distribution
other_co2_per_capita and consumption_co2_per_gdp have similar distributions Similar Distribution
other_co2_per_capita and share_global_other_co2 have similar distributions Similar Distribution
other_co2_per_capita and share_global_cumulative_other_co2 have similar distributions Similar Distribution
consumption_co2 and cumulative_flaring_co2 have similar distributions Similar Distribution
consumption_co2 and trade_co2_share have similar distributions Similar Distribution
consumption_co2_per_capita and trade_co2_share have similar distributions Similar Distribution
consumption_co2_per_capita and share_global_flaring_co2 have similar distributions Similar Distribution
consumption_co2_per_capita and share_global_cumulative_flaring_co2 have similar distributions Similar Distribution
consumption_co2_per_gdp and share_global_cumulative_flaring_co2 have similar distributions Similar Distribution
cumulative_flaring_co2 and trade_co2_share have similar distributions Similar Distribution
cumulative_gas_co2 and primary_energy_consumption have similar distributions Similar Distribution
cumulative_other_co2 and share_global_other_co2 have similar distributions Similar Distribution
cumulative_other_co2 and share_global_cumulative_other_co2 have similar distributions Similar Distribution
trade_co2_share and share_global_flaring_co2 have similar distributions Similar Distribution
trade_co2_share and share_global_cumulative_flaring_co2 have similar distributions Similar Distribution
share_global_cement_co2 and share_global_cumulative_cement_co2 have similar distributions Similar Distribution
share_global_coal_co2 and share_global_cumulative_coal_co2 have similar distributions Similar Distribution
share_global_flaring_co2 and share_global_cumulative_flaring_co2 have similar distributions Similar Distribution
share_global_flaring_co2 and total_ghg_excluding_lucf have similar distributions Similar Distribution
share_global_flaring_co2 and methane have similar distributions Similar Distribution
share_global_flaring_co2 and nitrous_oxide have similar distributions Similar Distribution
share_global_gas_co2 and share_global_cumulative_gas_co2 have similar distributions Similar Distribution
share_global_oil_co2 and share_global_cumulative_oil_co2 have similar distributions Similar Distribution
share_global_other_co2 and share_global_cumulative_other_co2 have similar distributions Similar Distribution
share_global_cumulative_flaring_co2 and methane have similar distributions Similar Distribution
share_global_cumulative_flaring_co2 and nitrous_oxide have similar distributions Similar Distribution
total_ghg and total_ghg_excluding_lucf have similar distributions Similar Distribution
ghg_per_capita and ghg_excluding_lucf_per_capita have similar distributions Similar Distribution
ghg_per_capita and methane have similar distributions Similar Distribution
total_ghg_excluding_lucf and methane have similar distributions Similar Distribution
ghg_excluding_lucf_per_capita and methane have similar distributions Similar Distribution
ghg_excluding_lucf_per_capita and nitrous_oxide have similar distributions Similar Distribution
methane and nitrous_oxide have similar distributions Similar Distribution
iso_code has 4029 (15.5%) missing values Missing
co2 has 1319 (5.08%) missing values Missing
co2_per_capita has 1957 (7.53%) missing values Missing
trade_co2 has 21893 (84.24%) missing values Missing
cement_co2 has 13321 (51.26%) missing values Missing
cement_co2_per_capita has 13351 (51.37%) missing values Missing
coal_co2 has 8080 (31.09%) missing values Missing
coal_co2_per_capita has 8453 (32.53%) missing values Missing
flaring_co2 has 21348 (82.14%) missing values Missing
flaring_co2_per_capita has 21349 (82.15%) missing values Missing
gas_co2 has 16744 (64.43%) missing values Missing
gas_co2_per_capita has 16754 (64.47%) missing values Missing
oil_co2 has 4889 (18.81%) missing values Missing
oil_co2_per_capita has 5198 (20.0%) missing values Missing
other_industry_co2 has 23781 (91.5%) missing values Missing
other_co2_per_capita has 23781 (91.5%) missing values Missing
co2_growth_prct has 293 (1.13%) missing values Missing
co2_growth_abs has 1695 (6.52%) missing values Missing
co2_per_gdp has 10138 (39.01%) missing values Missing
co2_per_unit_energy has 16031 (61.68%) missing values Missing
consumption_co2 has 21893 (84.24%) missing values Missing
consumption_co2_per_capita has 21893 (84.24%) missing values Missing
consumption_co2_per_gdp has 22112 (85.08%) missing values Missing
cumulative_co2 has 1319 (5.08%) missing values Missing
cumulative_cement_co2 has 13321 (51.26%) missing values Missing
cumulative_coal_co2 has 8080 (31.09%) missing values Missing
cumulative_flaring_co2 has 21348 (82.14%) missing values Missing
cumulative_gas_co2 has 16744 (64.43%) missing values Missing
cumulative_oil_co2 has 4889 (18.81%) missing values Missing
cumulative_other_co2 has 23781 (91.5%) missing values Missing
trade_co2_share has 21893 (84.24%) missing values Missing
share_global_co2 has 1319 (5.08%) missing values Missing
share_global_cement_co2 has 13321 (51.26%) missing values Missing
share_global_coal_co2 has 8080 (31.09%) missing values Missing
share_global_flaring_co2 has 21348 (82.14%) missing values Missing
share_global_gas_co2 has 16744 (64.43%) missing values Missing
share_global_oil_co2 has 4889 (18.81%) missing values Missing
share_global_other_co2 has 23781 (91.5%) missing values Missing
share_global_cumulative_co2 has 1319 (5.08%) missing values Missing
share_global_cumulative_cement_co2 has 13321 (51.26%) missing values Missing
share_global_cumulative_coal_co2 has 8080 (31.09%) missing values Missing
share_global_cumulative_flaring_co2 has 21348 (82.14%) missing values Missing
share_global_cumulative_gas_co2 has 16744 (64.43%) missing values Missing
share_global_cumulative_oil_co2 has 4889 (18.81%) missing values Missing
share_global_cumulative_other_co2 has 23781 (91.5%) missing values Missing
total_ghg has 20338 (78.26%) missing values Missing
ghg_per_capita has 20338 (78.26%) missing values Missing
total_ghg_excluding_lucf has 20338 (78.26%) missing values Missing
ghg_excluding_lucf_per_capita has 20338 (78.26%) missing values Missing
methane has 20334 (78.24%) missing values Missing
methane_per_capita has 20334 (78.24%) missing values Missing
nitrous_oxide has 20334 (78.24%) missing values Missing
nitrous_oxide_per_capita has 20334 (78.24%) missing values Missing
population has 3097 (11.92%) missing values Missing
gdp has 12520 (48.17%) missing values Missing
primary_energy_consumption has 16644 (64.04%) missing values Missing
energy_per_capita has 16689 (64.22%) missing values Missing
energy_per_gdp has 18840 (72.49%) missing values Missing
co2 is skewed Skewed
co2_per_capita is skewed Skewed
trade_co2 is skewed Skewed
cement_co2 is skewed Skewed
cement_co2_per_capita is skewed Skewed
coal_co2 is skewed Skewed
coal_co2_per_capita is skewed Skewed
flaring_co2 is skewed Skewed
flaring_co2_per_capita is skewed Skewed
gas_co2 is skewed Skewed
gas_co2_per_capita is skewed Skewed
oil_co2 is skewed Skewed
oil_co2_per_capita is skewed Skewed
other_industry_co2 is skewed Skewed
co2_growth_prct is skewed Skewed
co2_growth_abs is skewed Skewed
co2_per_gdp is skewed Skewed
co2_per_unit_energy is skewed Skewed
consumption_co2 is skewed Skewed
consumption_co2_per_capita is skewed Skewed
consumption_co2_per_gdp is skewed Skewed
cumulative_co2 is skewed Skewed
cumulative_cement_co2 is skewed Skewed
cumulative_coal_co2 is skewed Skewed
cumulative_flaring_co2 is skewed Skewed
cumulative_gas_co2 is skewed Skewed
cumulative_oil_co2 is skewed Skewed
cumulative_other_co2 is skewed Skewed
trade_co2_share is skewed Skewed
share_global_co2 is skewed Skewed
share_global_cement_co2 is skewed Skewed
share_global_coal_co2 is skewed Skewed
share_global_flaring_co2 is skewed Skewed
share_global_gas_co2 is skewed Skewed
share_global_oil_co2 is skewed Skewed
share_global_other_co2 is skewed Skewed
share_global_cumulative_co2 is skewed Skewed
share_global_cumulative_cement_co2 is skewed Skewed
share_global_cumulative_coal_co2 is skewed Skewed
share_global_cumulative_flaring_co2 is skewed Skewed
share_global_cumulative_gas_co2 is skewed Skewed
share_global_cumulative_oil_co2 is skewed Skewed
share_global_cumulative_other_co2 is skewed Skewed
total_ghg is skewed Skewed
ghg_per_capita is skewed Skewed
total_ghg_excluding_lucf is skewed Skewed
ghg_excluding_lucf_per_capita is skewed Skewed
methane is skewed Skewed
methane_per_capita is skewed Skewed
nitrous_oxide is skewed Skewed
nitrous_oxide_per_capita is skewed Skewed
population is skewed Skewed
gdp is skewed Skewed
primary_energy_consumption is skewed Skewed
energy_per_capita is skewed Skewed
energy_per_gdp is skewed Skewed
iso_code has a high cardinality: 219 distinct values High Cardinality
country has a high cardinality: 248 distinct values High Cardinality
trade_co2 has 1209 (4.65%) negatives Negatives
co2_growth_prct has 6684 (25.72%) negatives Negatives
co2_growth_abs has 6610 (25.43%) negatives Negatives
trade_co2_share has 1208 (4.65%) negatives Negatives
co2_growth_prct has 2302 (8.86%) zeros Zeros
share_global_co2 has 5633 (21.67%) zeros Zeros
share_global_coal_co2 has 3620 (13.93%) zeros Zeros
share_global_oil_co2 has 3547 (13.65%) zeros Zeros
share_global_cumulative_co2 has 7470 (28.74%) zeros Zeros
share_global_cumulative_coal_co2 has 4508 (17.35%) zeros Zeros
share_global_cumulative_gas_co2 has 1433 (5.51%) zeros Zeros
share_global_cumulative_oil_co2 has 4565 (17.57%) zeros Zeros
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Variables


iso_code

categorical

Approximate Distinct Count 219
Approximate Unique (%) 1.0%
Missing 4029
Missing (%) 15.5%
Memory Size 1.4 MB

Length

Mean 3.0647
Standard Deviation 0.5649
Median 3
Minimum 3
Maximum 8

Sample

1st row AFG
2nd row AFG
3rd row AFG
4th row AFG
5th row AFG

Letter

Count 67016
Lowercase Letter 0
Space Separator 0
Uppercase Letter 67016
Dash Punctuation 0
Decimal Number 0

country

categorical

Approximate Distinct Count 248
Approximate Unique (%) 1.0%
Missing 0
Missing (%) 0.0%
Memory Size 1.9 MB

Length

Mean 9.9866
Standard Deviation 5.9468
Median 7
Minimum 4
Maximum 32

Sample

1st row Afghanistan
2nd row Afghanistan
3rd row Afghanistan
4th row Afghanistan
5th row Afghanistan

Letter

Count 240369
Lowercase Letter 205540
Space Separator 11106
Uppercase Letter 34829
Dash Punctuation 1842
Decimal Number 1984

year

numerical

Approximate Distinct Count 271
Approximate Unique (%) 1.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 406.1 KB
Mean 1952.1682
Minimum 1750
Maximum 2020
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • year is skewed left (γ1 = -1.075)

Quantile Statistics

Minimum 1750
5-th Percentile 1841
Q1 1922
Median 1966
Q3 1994
95-th Percentile 2015
Maximum 2020
Range 270
IQR 72

Descriptive Statistics

Mean 1952.1682
Standard Deviation 54.5929
Variance 2980.389
Sum 5.0735e+07
Skewness -1.075
Kurtosis 0.6676
Coefficient of Variation 0.02797
  • year has 574 outliers

co2

numerical

Approximate Distinct Count 14658
Approximate Unique (%) 59.4%
Missing 1319
Missing (%) 5.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 385.5 KB
Mean 326.6583
Minimum 0
Maximum 36702.503
Zeros 48
Zeros (%) 0.2%
Negatives 0
Negatives (%) 0.0%
  • co2 is skewed right (γ1 = 11.1231)

Quantile Statistics

Minimum 0
5-th Percentile 0.026
Q1 0.557
Median 5.333
Q3 48.1532
95-th Percentile 1322.2098
Maximum 36702.503
Range 36702.503
IQR 47.5962

Descriptive Statistics

Mean 326.6583
Standard Deviation 1677.0271
Variance 2.8124e+06
Sum 8.0587e+06
Skewness 11.1231
Kurtosis 166.0955
Coefficient of Variation 5.1339
  • co2 is not normally distributed (p-value 4.3933288280867385e-25)
  • co2 has 4186 outliers

co2_per_capita

numerical

Approximate Distinct Count 8723
Approximate Unique (%) 36.3%
Missing 1957
Missing (%) 7.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 375.5 KB
Mean 4.1158
Minimum 0
Maximum 748.639
Zeros 105
Zeros (%) 0.4%
Negatives 0
Negatives (%) 0.0%
  • co2_per_capita is skewed right (γ1 = 27.4222)

Quantile Statistics

Minimum 0
5-th Percentile 0.023
Q1 0.253
Median 1.226
Q3 4.6123
95-th Percentile 13.3038
Maximum 748.639
Range 748.639
IQR 4.3593

Descriptive Statistics

Mean 4.1158
Standard Deviation 14.7006
Variance 216.1062
Sum 98911.993
Skewness 27.4222
Kurtosis 1055.4703
Coefficient of Variation 3.5717
  • co2_per_capita is not normally distributed (p-value 4.42781751295189e-25)
  • co2_per_capita has 1839 outliers

trade_co2

numerical

Approximate Distinct Count 3723
Approximate Unique (%) 90.9%
Missing 21893
Missing (%) 84.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 64.0 KB
Mean -8.1245
Minimum -2232.999
Maximum 2047.575
Zeros 150
Zeros (%) 0.6%
Negatives 1209
Negatives (%) 4.7%
  • trade_co2 is skewed left (γ1 = -1.8085)

Quantile Statistics

Minimum -2232.999
5-th Percentile -244.0865
Q1 -1.6638
Median 1.8745
Q3 9.7005
95-th Percentile 156.6852
Maximum 2047.575
Range 4280.574
IQR 11.3643

Descriptive Statistics

Mean -8.1245
Standard Deviation 262.0906
Variance 68691.4851
Sum -33277.83
Skewness -1.8085
Kurtosis 27.1239
Coefficient of Variation -32.2594
  • trade_co2 is not normally distributed (p-value 2.5021115136454272e-24)
  • trade_co2 has 1271 outliers

cement_co2

numerical

Approximate Distinct Count 5151
Approximate Unique (%) 40.7%
Missing 13321
Missing (%) 51.3%
Infinite 0
Infinite (%) 0.0%
Memory Size 197.9 KB
Mean 15.8536
Minimum 0
Maximum 1626.371
Zeros 28
Zeros (%) 0.1%
Negatives 0
Negatives (%) 0.0%
  • cement_co2 is skewed right (γ1 = 11.054)

Quantile Statistics

Minimum 0
5-th Percentile 0.015
Q1 0.134
Median 0.603
Q3 3.255
95-th Percentile 54.8886
Maximum 1626.371
Range 1626.371
IQR 3.121

Descriptive Statistics

Mean 15.8536
Standard Deviation 84.1798
Variance 7086.2431
Sum 200833.887
Skewness 11.054
Kurtosis 147.9533
Coefficient of Variation 5.3098
  • cement_co2 is not normally distributed (p-value 4.538719472832983e-25)
  • cement_co2 has 2117 outliers

cement_co2_per_capita

numerical

Approximate Distinct Count 698
Approximate Unique (%) 5.5%
Missing 13351
Missing (%) 51.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 197.5 KB
Mean 0.1116
Minimum 0
Maximum 2.738
Zeros 319
Zeros (%) 1.2%
Negatives 0
Negatives (%) 0.0%
  • cement_co2_per_capita is skewed right (γ1 = 4.6788)

Quantile Statistics

Minimum 0
5-th Percentile 0.002
Q1 0.019
Median 0.068
Q3 0.155
95-th Percentile 0.336
Maximum 2.738
Range 2.738
IQR 0.136

Descriptive Statistics

Mean 0.1116
Standard Deviation 0.1475
Variance 0.02177
Sum 1410.228
Skewness 4.6788
Kurtosis 46.394
Coefficient of Variation 1.3222
  • cement_co2_per_capita is not normally distributed (p-value 8.47191718980073e-20)
  • cement_co2_per_capita has 534 outliers

coal_co2

numerical

Approximate Distinct Count 10259
Approximate Unique (%) 57.3%
Missing 8080
Missing (%) 31.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 279.8 KB
Mean 212.2968
Minimum 0
Maximum 15062.902
Zeros 102
Zeros (%) 0.4%
Negatives 0
Negatives (%) 0.0%
  • coal_co2 is skewed right (γ1 = 8.6302)

Quantile Statistics

Minimum 0
5-th Percentile 0.004
Q1 0.359
Median 4.54
Q3 42.086
95-th Percentile 1239.499
Maximum 15062.902
Range 15062.902
IQR 41.727

Descriptive Statistics

Mean 212.2968
Standard Deviation 863.2871
Variance 745264.7004
Sum 3.802e+06
Skewness 8.6302
Kurtosis 99.9587
Coefficient of Variation 4.0664
  • coal_co2 is not normally distributed (p-value 4.773818137700102e-25)
  • coal_co2 has 3140 outliers

coal_co2_per_capita

numerical

Approximate Distinct Count 4993
Approximate Unique (%) 28.5%
Missing 8453
Missing (%) 32.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 274.0 KB
Mean 1.5434
Minimum 0
Maximum 34.184
Zeros 329
Zeros (%) 1.3%
Negatives 0
Negatives (%) 0.0%
  • coal_co2_per_capita is skewed right (γ1 = 3.7226)

Quantile Statistics

Minimum 0
5-th Percentile 0.002
Q1 0.056
Median 0.4415
Q3 2.141
95-th Percentile 6.4795
Maximum 34.184
Range 34.184
IQR 2.085

Descriptive Statistics

Mean 1.5434
Standard Deviation 2.5249
Variance 6.3749
Sum 27064.438
Skewness 3.7226
Kurtosis 25.6986
Coefficient of Variation 1.6359
  • coal_co2_per_capita is not normally distributed (p-value 1.4137349199866373e-23)
  • coal_co2_per_capita has 1262 outliers

flaring_co2

numerical

Approximate Distinct Count 3000
Approximate Unique (%) 64.6%
Missing 21348
Missing (%) 82.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 72.5 KB
Mean 17.692
Minimum 0
Maximum 435.034
Zeros 120
Zeros (%) 0.5%
Negatives 0
Negatives (%) 0.0%
  • flaring_co2 is skewed right (γ1 = 5.0778)

Quantile Statistics

Minimum 0
5-th Percentile 0.007
Q1 0.288
Median 2.396
Q3 15.718
95-th Percentile 84.51
Maximum 435.034
Range 435.034
IQR 15.43

Descriptive Statistics

Mean 17.692
Standard Deviation 42.4212
Variance 1799.5552
Sum 82108.447
Skewness 5.0778
Kurtosis 33.4425
Coefficient of Variation 2.3978
  • flaring_co2 is not normally distributed (p-value 1.4235450259547471e-24)
  • flaring_co2 has 594 outliers

flaring_co2_per_capita

numerical

Approximate Distinct Count 955
Approximate Unique (%) 20.6%
Missing 21349
Missing (%) 82.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 72.5 KB
Mean 0.8291
Minimum 0
Maximum 94.711
Zeros 225
Zeros (%) 0.9%
Negatives 0
Negatives (%) 0.0%
  • flaring_co2_per_capita is skewed right (γ1 = 11.2967)

Quantile Statistics

Minimum 0
5-th Percentile 0.001
Q1 0.02
Median 0.064
Q3 0.18
95-th Percentile 1.8682
Maximum 94.711
Range 94.711
IQR 0.16

Descriptive Statistics

Mean 0.8291
Standard Deviation 5.3262
Variance 28.3686
Sum 3846.813
Skewness 11.2967
Kurtosis 143.2995
Coefficient of Variation 6.4244
  • flaring_co2_per_capita is not normally distributed (p-value 4.344832019786123e-25)
  • flaring_co2_per_capita has 695 outliers

gas_co2

numerical

Approximate Distinct Count 6102
Approximate Unique (%) 66.0%
Missing 16744
Missing (%) 64.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 144.5 KB
Mean 130.2847
Minimum 0
Maximum 7553.394
Zeros 104
Zeros (%) 0.4%
Negatives 0
Negatives (%) 0.0%
  • gas_co2 is skewed right (γ1 = 7.4087)

Quantile Statistics

Minimum 0
5-th Percentile 0.007
Q1 0.451
Median 4.58
Q3 35.973
95-th Percentile 854.3974
Maximum 7553.394
Range 7553.394
IQR 35.522

Descriptive Statistics

Mean 130.2847
Standard Deviation 482.6164
Variance 232918.5978
Sum 1.2045e+06
Skewness 7.4087
Kurtosis 74.6858
Coefficient of Variation 3.7043
  • gas_co2 is not normally distributed (p-value 4.680352902527615e-25)
  • gas_co2 has 1439 outliers

gas_co2_per_capita

numerical

Approximate Distinct Count 3003
Approximate Unique (%) 32.5%
Missing 16754
Missing (%) 64.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 144.3 KB
Mean 1.3731
Minimum 0
Maximum 52.484
Zeros 375
Zeros (%) 1.4%
Negatives 0
Negatives (%) 0.0%
  • gas_co2_per_capita is skewed right (γ1 = 6.7285)

Quantile Statistics

Minimum 0
5-th Percentile 0.001
Q1 0.03
Median 0.267
Q3 1.394
95-th Percentile 5.0058
Maximum 52.484
Range 52.484
IQR 1.364

Descriptive Statistics

Mean 1.3731
Standard Deviation 3.5833
Variance 12.8398
Sum 12680.346
Skewness 6.7285
Kurtosis 59.2471
Coefficient of Variation 2.6097
  • gas_co2_per_capita is not normally distributed (p-value 5.153135232279949e-24)
  • gas_co2_per_capita has 803 outliers

oil_co2

numerical

Approximate Distinct Count 10497
Approximate Unique (%) 49.8%
Missing 4889
Missing (%) 18.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 329.7 KB
Mean 129.2297
Minimum 0
Maximum 12229.642
Zeros 58
Zeros (%) 0.2%
Negatives 0
Negatives (%) 0.0%
  • oil_co2 is skewed right (γ1 = 10.2557)

Quantile Statistics

Minimum 0
5-th Percentile 0.02
Q1 0.326
Median 2.246
Q3 19.3735
95-th Percentile 496.835
Maximum 12229.642
Range 12229.642
IQR 19.0475

Descriptive Statistics

Mean 129.2297
Standard Deviation 667.7642
Variance 445909.057
Sum 2.7267e+06
Skewness 10.2557
Kurtosis 133.6193
Coefficient of Variation 5.1673
  • oil_co2 is not normally distributed (p-value 4.4259203912009e-25)
  • oil_co2 has 3336 outliers

oil_co2_per_capita

numerical

Approximate Distinct Count 5913
Approximate Unique (%) 28.4%
Missing 5198
Missing (%) 20.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 324.9 KB
Mean 2.5849
Minimum 0
Maximum 748.639
Zeros 211
Zeros (%) 0.8%
Negatives 0
Negatives (%) 0.0%
  • oil_co2_per_capita is skewed right (γ1 = 30.3269)

Quantile Statistics

Minimum 0
5-th Percentile 0.006
Q1 0.118
Median 0.614
Q3 2.425
95-th Percentile 7.8145
Maximum 748.639
Range 748.639
IQR 2.307

Descriptive Statistics

Mean 2.5849
Standard Deviation 14.9108
Variance 222.3311
Sum 53743.251
Skewness 30.3269
Kurtosis 1162.992
Coefficient of Variation 5.7683
  • oil_co2_per_capita is not normally distributed (p-value 4.244581057880368e-25)
  • oil_co2_per_capita has 1647 outliers

other_industry_co2

numerical

Approximate Distinct Count 1533
Approximate Unique (%) 69.4%
Missing 23781
Missing (%) 91.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 34.5 KB
Mean 18.4969
Minimum 0
Maximum 303.858
Zeros 17
Zeros (%) 0.1%
Negatives 0
Negatives (%) 0.0%
  • other_industry_co2 is skewed right (γ1 = 3.7996)

Quantile Statistics

Minimum 0
5-th Percentile 0.04135
Q1 0.8615
Median 3.073
Q3 12.8065
95-th Percentile 99.3111
Maximum 303.858
Range 303.858
IQR 11.945

Descriptive Statistics

Mean 18.4969
Standard Deviation 42.114
Variance 1773.5915
Sum 40841.07
Skewness 3.7996
Kurtosis 16.1937
Coefficient of Variation 2.2768
  • other_industry_co2 is not normally distributed (p-value 1.3127905161950148e-24)
  • other_industry_co2 has 335 outliers

other_co2_per_capita

numerical

Approximate Distinct Count 244
Approximate Unique (%) 11.1%
Missing 23781
Missing (%) 91.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 34.5 KB
Mean 0.07536
Minimum 0
Maximum 0.357
Zeros 15
Zeros (%) 0.1%
Negatives 0
Negatives (%) 0.0%
  • other_co2_per_capita is skewed right (γ1 = 1.01)

Quantile Statistics

Minimum 0
5-th Percentile 0.006
Q1 0.03
Median 0.068
Q3 0.102
95-th Percentile 0.184
Maximum 0.357
Range 0.357
IQR 0.072

Descriptive Statistics

Mean 0.07536
Standard Deviation 0.05598
Variance 0.003134
Sum 166.399
Skewness 1.01
Kurtosis 0.9755
Coefficient of Variation 0.7428
  • other_co2_per_capita has 51 outliers

co2_growth_prct

numerical

Approximate Distinct Count 5824
Approximate Unique (%) 22.7%
Missing 293
Missing (%) 1.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 401.5 KB
Mean 20.76
Minimum -99.64
Maximum 102318.51
Zeros 2302
Zeros (%) 8.9%
Negatives 6684
Negatives (%) 25.7%
  • co2_growth_prct is skewed right (γ1 = 128.305)

Quantile Statistics

Minimum -99.64
5-th Percentile -15.5725
Q1 -0.3325
Median 3.37
Q3 10.38
95-th Percentile 37.535
Maximum 102318.51
Range 102418.15
IQR 10.7125

Descriptive Statistics

Mean 20.76
Standard Deviation 692.0884
Variance 478986.3954
Sum 533450.18
Skewness 128.305
Kurtosis 18630.9947
Coefficient of Variation 33.3375
  • co2_growth_prct is not normally distributed (p-value 4.226598573782797e-25)
  • co2_growth_prct has 3275 outliers

co2_growth_abs

numerical

Approximate Distinct Count 9040
Approximate Unique (%) 37.2%
Missing 1695
Missing (%) 6.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 379.6 KB
Mean 6.3832
Minimum -1895.244
Maximum 1736.258
Zeros 1147
Zeros (%) 4.4%
Negatives 6610
Negatives (%) 25.4%
  • co2_growth_abs is skewed right (γ1 = 5.193)

Quantile Statistics

Minimum -1895.244
5-th Percentile -5.1904
Q1 -0.007
Median 0.066
Q3 1.242
95-th Percentile 32.881
Maximum 1736.258
Range 3631.502
IQR 1.249

Descriptive Statistics

Mean 6.3832
Standard Deviation 61.526
Variance 3785.4535
Sum 155073.103
Skewness 5.193
Kurtosis 171.3798
Coefficient of Variation 9.6388
  • co2_growth_abs is not normally distributed (p-value 4.607796574751611e-25)
  • co2_growth_abs has 6120 outliers

co2_per_gdp

numerical

Approximate Distinct Count 1767
Approximate Unique (%) 11.2%
Missing 10138
Missing (%) 39.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 247.7 KB
Mean 0.4282
Minimum 0
Maximum 7.718
Zeros 12
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • co2_per_gdp is skewed right (γ1 = 4.5972)

Quantile Statistics

Minimum 0
5-th Percentile 0.038
Q1 0.145
Median 0.285
Q3 0.544
95-th Percentile 1.2695
Maximum 7.718
Range 7.718
IQR 0.399

Descriptive Statistics

Mean 0.4282
Standard Deviation 0.48
Variance 0.2304
Sum 6787.256
Skewness 4.5972
Kurtosis 42.8016
Coefficient of Variation 1.1211
  • co2_per_gdp is not normally distributed (p-value 2.529906152056397e-14)
  • co2_per_gdp has 1076 outliers

co2_per_unit_energy

numerical

Approximate Distinct Count 644
Approximate Unique (%) 6.5%
Missing 16031
Missing (%) 61.7%
Infinite 0
Infinite (%) 0.0%
Memory Size 155.6 KB
Mean 0.2376
Minimum 0.004
Maximum 4.609
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • co2_per_unit_energy is skewed right (γ1 = 12.9636)

Quantile Statistics

Minimum 0.004
5-th Percentile 0.096
Q1 0.176
Median 0.216
Q3 0.254
95-th Percentile 0.368
Maximum 4.609
Range 4.605
IQR 0.078

Descriptive Statistics

Mean 0.2376
Standard Deviation 0.2344
Variance 0.05497
Sum 2366.128
Skewness 12.9636
Kurtosis 206.7334
Coefficient of Variation 0.9867
  • co2_per_unit_energy is not normally distributed (p-value 1.1254467438780719e-20)
  • co2_per_unit_energy has 666 outliers

consumption_co2

numerical

Approximate Distinct Count 4021
Approximate Unique (%) 98.2%
Missing 21893
Missing (%) 84.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 64.0 KB
Mean 1090.0999
Minimum 0.197
Maximum 36702.503
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • consumption_co2 is skewed right (γ1 = 5.5887)

Quantile Statistics

Minimum 0.197
5-th Percentile 2.6467
Q1 10.8582
Median 61.3095
Q3 306.4172
95-th Percentile 6440.873
Maximum 36702.503
Range 36702.306
IQR 295.559

Descriptive Statistics

Mean 1090.0999
Standard Deviation 3616.2209
Variance 1.3077e+07
Sum 4.465e+06
Skewness 5.5887
Kurtosis 37.7316
Coefficient of Variation 3.3173
  • consumption_co2 is not normally distributed (p-value 4.917086812056818e-25)
  • consumption_co2 has 632 outliers

consumption_co2_per_capita

numerical

Approximate Distinct Count 3410
Approximate Unique (%) 83.2%
Missing 21893
Missing (%) 84.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 64.0 KB
Mean 6.5122
Minimum 0.046
Maximum 57.792
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • consumption_co2_per_capita is skewed right (γ1 = 2.0536)

Quantile Statistics

Minimum 0.046
5-th Percentile 0.1787
Q1 1.2105
Median 4.268
Q3 9.8485
95-th Percentile 18.9703
Maximum 57.792
Range 57.746
IQR 8.638

Descriptive Statistics

Mean 6.5122
Standard Deviation 6.8931
Variance 47.5152
Sum 26673.847
Skewness 2.0536
Kurtosis 7.0953
Coefficient of Variation 1.0585
  • consumption_co2_per_capita is not normally distributed (p-value 6.088889053167546e-16)
  • consumption_co2_per_capita has 118 outliers

consumption_co2_per_gdp

numerical

Approximate Distinct Count 837
Approximate Unique (%) 21.6%
Missing 22112
Missing (%) 85.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 60.6 KB
Mean 0.3678
Minimum 0.006
Maximum 3.543
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • consumption_co2_per_gdp is skewed right (γ1 = 4.4095)

Quantile Statistics

Minimum 0.006
5-th Percentile 0.121
Q1 0.216
Median 0.315
Q3 0.443
95-th Percentile 0.7702
Maximum 3.543
Range 3.537
IQR 0.227

Descriptive Statistics

Mean 0.3678
Standard Deviation 0.2631
Variance 0.06924
Sum 1425.837
Skewness 4.4095
Kurtosis 36.3172
Coefficient of Variation 0.7155
  • consumption_co2_per_gdp is not normally distributed (p-value 5.830015283643876e-10)
  • consumption_co2_per_gdp has 185 outliers

cumulative_co2

numerical

Approximate Distinct Count 20352
Approximate Unique (%) 82.5%
Missing 1319
Missing (%) 5.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 385.5 KB
Mean 12542.3166
Minimum 0
Maximum 1.6965e+06
Zeros 33
Zeros (%) 0.1%
Negatives 0
Negatives (%) 0.0%
  • cumulative_co2 is skewed right (γ1 = 11.5498)

Quantile Statistics

Minimum 0
5-th Percentile 0.161
Q1 7.4985
Median 100.9385
Q3 1306.0177
95-th Percentile 46837.0707
Maximum 1.6965e+06
Range 1.6965e+06
IQR 1298.5193

Descriptive Statistics

Mean 12542.3166
Standard Deviation 68880.5189
Variance 4.7445e+09
Sum 3.0942e+08
Skewness 11.5498
Kurtosis 182.1942
Coefficient of Variation 5.4918
  • cumulative_co2 is not normally distributed (p-value 4.354875836062583e-25)
  • cumulative_co2 has 4249 outliers

cumulative_cement_co2

numerical

Approximate Distinct Count 9929
Approximate Unique (%) 78.4%
Missing 13321
Missing (%) 51.3%
Infinite 0
Infinite (%) 0.0%
Memory Size 197.9 KB
Mean 373.4808
Minimum 0
Maximum 43163.19
Zeros 8
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • cumulative_cement_co2 is skewed right (γ1 = 11.0891)

Quantile Statistics

Minimum 0
5-th Percentile 0.105
Q1 1.6785
Median 11.1555
Q3 74.4862
95-th Percentile 1533.8085
Maximum 43163.19
Range 43163.19
IQR 72.8077

Descriptive Statistics

Mean 373.4808
Standard Deviation 1862.2432
Variance 3.4679e+06
Sum 4.7313e+06
Skewness 11.0891
Kurtosis 166.0949
Coefficient of Variation 4.9862
  • cumulative_cement_co2 is not normally distributed (p-value 4.459180346202838e-25)
  • cumulative_cement_co2 has 2066 outliers

cumulative_coal_co2

numerical

Approximate Distinct Count 15165
Approximate Unique (%) 84.7%
Missing 8080
Missing (%) 31.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 279.8 KB
Mean 10500.3572
Minimum 0
Maximum 788362.044
Zeros 38
Zeros (%) 0.1%
Negatives 0
Negatives (%) 0.0%
  • cumulative_coal_co2 is skewed right (γ1 = 7.8817)

Quantile Statistics

Minimum 0
5-th Percentile 0.1224
Q1 6.163
Median 113.784
Q3 1503.094
95-th Percentile 56332.6864
Maximum 788362.044
Range 788362.044
IQR 1496.931

Descriptive Statistics

Mean 10500.3572
Standard Deviation 43964.4402
Variance 1.9329e+09
Sum 1.8805e+08
Skewness 7.8817
Kurtosis 84.0425
Coefficient of Variation 4.1869
  • cumulative_coal_co2 is not normally distributed (p-value 4.531773445443864e-25)
  • cumulative_coal_co2 has 3161 outliers

cumulative_flaring_co2

numerical

Approximate Distinct Count 4254
Approximate Unique (%) 91.7%
Missing 21348
Missing (%) 82.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 72.5 KB
Mean 501.0809
Minimum 0
Maximum 17792.749
Zeros 22
Zeros (%) 0.1%
Negatives 0
Negatives (%) 0.0%
  • cumulative_flaring_co2 is skewed right (γ1 = 6.1598)

Quantile Statistics

Minimum 0
5-th Percentile 0.191
Q1 4.58
Median 54.593
Q3 332.983
95-th Percentile 2595.506
Maximum 17792.749
Range 17792.749
IQR 328.403

Descriptive Statistics

Mean 501.0809
Standard Deviation 1385.6018
Variance 1.9199e+06
Sum 2.3255e+06
Skewness 6.1598
Kurtosis 51.2686
Coefficient of Variation 2.7652
  • cumulative_flaring_co2 is not normally distributed (p-value 9.560545537562137e-25)
  • cumulative_flaring_co2 has 714 outliers

cumulative_gas_co2

numerical

Approximate Distinct Count 7828
Approximate Unique (%) 84.7%
Missing 16744
Missing (%) 64.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 144.5 KB
Mean 3111.8474
Minimum 0
Maximum 245231.878
Zeros 31
Zeros (%) 0.1%
Negatives 0
Negatives (%) 0.0%
  • cumulative_gas_co2 is skewed right (γ1 = 8.4798)

Quantile Statistics

Minimum 0
5-th Percentile 0.037
Q1 3.642
Median 58.155
Q3 533.996
95-th Percentile 16604.151
Maximum 245231.878
Range 245231.878
IQR 530.354

Descriptive Statistics

Mean 3111.8474
Standard Deviation 13633.7846
Variance 1.8588e+08
Sum 2.8769e+07
Skewness 8.4798
Kurtosis 96.509
Coefficient of Variation 4.3813
  • cumulative_gas_co2 is not normally distributed (p-value 4.4562989142035595e-25)
  • cumulative_gas_co2 has 1564 outliers

cumulative_oil_co2

numerical

Approximate Distinct Count 17193
Approximate Unique (%) 81.5%
Missing 4889
Missing (%) 18.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 329.7 KB
Mean 4011.6149
Minimum 0
Maximum 592621.162
Zeros 19
Zeros (%) 0.1%
Negatives 0
Negatives (%) 0.0%
  • cumulative_oil_co2 is skewed right (γ1 = 12.5082)

Quantile Statistics

Minimum 0
5-th Percentile 0.117
Q1 4.1282
Median 42.526
Q3 424.4232
95-th Percentile 12135.6935
Maximum 592621.162
Range 592621.162
IQR 420.295

Descriptive Statistics

Mean 4011.6149
Standard Deviation 24266.3118
Variance 5.8885e+08
Sum 8.4645e+07
Skewness 12.5082
Kurtosis 205.3834
Coefficient of Variation 6.049
  • cumulative_oil_co2 is not normally distributed (p-value 4.317018528443946e-25)
  • cumulative_oil_co2 has 3629 outliers

cumulative_other_co2

numerical

Approximate Distinct Count 1835
Approximate Unique (%) 83.1%
Missing 23781
Missing (%) 91.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 34.5 KB
Mean 353.689
Minimum 0.001
Maximum 7725.988
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • cumulative_other_co2 is skewed right (γ1 = 4.1625)

Quantile Statistics

Minimum 0.001
5-th Percentile 0.628
Q1 9.5412
Median 44.1735
Q3 223.1445
95-th Percentile 1954.3105
Maximum 7725.988
Range 7725.987
IQR 213.6033

Descriptive Statistics

Mean 353.689
Standard Deviation 863.775
Variance 746107.2655
Sum 780945.357
Skewness 4.1625
Kurtosis 20.3164
Coefficient of Variation 2.4422
  • cumulative_other_co2 is not normally distributed (p-value 8.76263716238876e-25)
  • cumulative_other_co2 has 344 outliers

trade_co2_share

numerical

Approximate Distinct Count 3296
Approximate Unique (%) 80.5%
Missing 21893
Missing (%) 84.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 64.0 KB
Mean 21.5842
Minimum -96.76
Maximum 366.15
Zeros 151
Zeros (%) 0.6%
Negatives 1208
Negatives (%) 4.6%
  • trade_co2_share is skewed right (γ1 = 2.2306)

Quantile Statistics

Minimum -96.76
5-th Percentile -27.45
Q1 -2.8575
Median 10.79
Q3 35.0175
95-th Percentile 109.3
Maximum 366.15
Range 462.91
IQR 37.875

Descriptive Statistics

Mean 21.5842
Standard Deviation 45.4591
Variance 2066.5293
Sum 88408.77
Skewness 2.2306
Kurtosis 8.6592
Coefficient of Variation 2.1061
  • trade_co2_share is not normally distributed (p-value 6.648148924128611e-10)
  • trade_co2_share has 294 outliers

share_global_co2

numerical

Approximate Distinct Count 2378
Approximate Unique (%) 9.6%
Missing 1319
Missing (%) 5.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 385.5 KB
Mean 5.9263
Minimum 0
Maximum 100
Zeros 5633
Zeros (%) 21.7%
Negatives 0
Negatives (%) 0.0%
  • share_global_co2 is skewed right (γ1 = 3.9752)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.01
Median 0.07
Q3 0.73
95-th Percentile 42.172
Maximum 100
Range 100
IQR 0.72

Descriptive Statistics

Mean 5.9263
Standard Deviation 19.5623
Variance 382.6839
Sum 146202.35
Skewness 3.9752
Kurtosis 15.1123
Coefficient of Variation 3.3009
  • share_global_co2 is not normally distributed (p-value 5.028801508609646e-25)
  • share_global_co2 has 4336 outliers

share_global_cement_co2

numerical

Approximate Distinct Count 1594
Approximate Unique (%) 12.6%
Missing 13321
Missing (%) 51.3%
Infinite 0
Infinite (%) 0.0%
Memory Size 197.9 KB
Mean 5.3826
Minimum 0
Maximum 100
Zeros 463
Zeros (%) 1.8%
Negatives 0
Negatives (%) 0.0%
  • share_global_cement_co2 is skewed right (γ1 = 4.3723)

Quantile Statistics

Minimum 0
5-th Percentile 0.01
Q1 0.05
Median 0.215
Q3 1.22
95-th Percentile 34.1255
Maximum 100
Range 100
IQR 1.17

Descriptive Statistics

Mean 5.3826
Standard Deviation 17.6561
Variance 311.7374
Sum 68187.04
Skewness 4.3723
Kurtosis 19.0149
Coefficient of Variation 3.2802
  • share_global_cement_co2 is not normally distributed (p-value 5.831870737409614e-25)
  • share_global_cement_co2 has 2117 outliers

share_global_coal_co2

numerical

Approximate Distinct Count 2386
Approximate Unique (%) 13.3%
Missing 8080
Missing (%) 31.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 279.8 KB
Mean 8.2212
Minimum 0
Maximum 100
Zeros 3620
Zeros (%) 13.9%
Negatives 0
Negatives (%) 0.0%
  • share_global_coal_co2 is skewed right (γ1 = 3.2308)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.01
Median 0.13
Q3 1.55
95-th Percentile 76.868
Maximum 100
Range 100
IQR 1.54

Descriptive Statistics

Mean 8.2212
Standard Deviation 22.7593
Variance 517.9847
Sum 147234.33
Skewness 3.2308
Kurtosis 9.414
Coefficient of Variation 2.7683
  • share_global_coal_co2 is not normally distributed (p-value 5.862282369853498e-25)
  • share_global_coal_co2 has 3267 outliers

share_global_flaring_co2

numerical

Approximate Distinct Count 1364
Approximate Unique (%) 29.4%
Missing 21348
Missing (%) 82.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 72.5 KB
Mean 6.8709
Minimum 0
Maximum 100
Zeros 265
Zeros (%) 1.0%
Negatives 0
Negatives (%) 0.0%
  • share_global_flaring_co2 is skewed right (γ1 = 4.0031)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.11
Median 0.79
Q3 5.78
95-th Percentile 34.85
Maximum 100
Range 100
IQR 5.67

Descriptive Statistics

Mean 6.8709
Standard Deviation 15.4499
Variance 238.7009
Sum 31887.89
Skewness 4.0031
Kurtosis 18.9107
Coefficient of Variation 2.2486
  • share_global_flaring_co2 is not normally distributed (p-value 1.923438160692656e-24)
  • share_global_flaring_co2 has 614 outliers

share_global_gas_co2

numerical

Approximate Distinct Count 1351
Approximate Unique (%) 14.6%
Missing 16744
Missing (%) 64.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 144.5 KB
Mean 6.6648
Minimum 0
Maximum 100
Zeros 1059
Zeros (%) 4.1%
Negatives 0
Negatives (%) 0.0%
  • share_global_gas_co2 is skewed right (γ1 = 3.7903)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.03
Median 0.22
Q3 1.5
95-th Percentile 51.472
Maximum 100
Range 100
IQR 1.47

Descriptive Statistics

Mean 6.6648
Standard Deviation 20.4346
Variance 417.5732
Sum 61615.85
Skewness 3.7903
Kurtosis 13.4973
Coefficient of Variation 3.0661
  • share_global_gas_co2 is not normally distributed (p-value 7.04654407000572e-25)
  • share_global_gas_co2 has 1420 outliers

share_global_oil_co2

numerical

Approximate Distinct Count 2076
Approximate Unique (%) 9.8%
Missing 4889
Missing (%) 18.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 329.7 KB
Mean 3.6692
Minimum 0
Maximum 100
Zeros 3547
Zeros (%) 13.7%
Negatives 0
Negatives (%) 0.0%
  • share_global_oil_co2 is skewed right (γ1 = 5.3694)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.01
Median 0.09
Q3 0.65
95-th Percentile 19.793
Maximum 100
Range 100
IQR 0.64

Descriptive Statistics

Mean 3.6692
Standard Deviation 13.394
Variance 179.3981
Sum 77420.82
Skewness 5.3694
Kurtosis 30.8956
Coefficient of Variation 3.6503
  • share_global_oil_co2 is not normally distributed (p-value 5.069404962315447e-25)
  • share_global_oil_co2 has 3745 outliers

share_global_other_co2

numerical

Approximate Distinct Count 738
Approximate Unique (%) 33.4%
Missing 23781
Missing (%) 91.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 34.5 KB
Mean 18.2402
Minimum 0
Maximum 100
Zeros 66
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • share_global_other_co2 is skewed right (γ1 = 1.7556)

Quantile Statistics

Minimum 0
5-th Percentile 0.02
Q1 0.34
Median 1.55
Q3 19.3625
95-th Percentile 100
Maximum 100
Range 100
IQR 19.0225

Descriptive Statistics

Mean 18.2402
Standard Deviation 31.6495
Variance 1001.6914
Sum 40274.31
Skewness 1.7556
Kurtosis 1.5977
Coefficient of Variation 1.7352
  • share_global_other_co2 is not normally distributed (p-value 4.9942749962095055e-24)
  • share_global_other_co2 has 359 outliers

share_global_cumulative_co2

numerical

Approximate Distinct Count 2327
Approximate Unique (%) 9.4%
Missing 1319
Missing (%) 5.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 385.5 KB
Mean 6.069
Minimum 0
Maximum 100
Zeros 7470
Zeros (%) 28.7%
Negatives 0
Negatives (%) 0.0%
  • share_global_cumulative_co2 is skewed right (γ1 = 3.8615)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 0.03
Q3 0.5
95-th Percentile 47.0595
Maximum 100
Range 100
IQR 0.5

Descriptive Statistics

Mean 6.069
Standard Deviation 20.3942
Variance 415.9232
Sum 149722.08
Skewness 3.8615
Kurtosis 13.9407
Coefficient of Variation 3.3604
  • share_global_cumulative_co2 is not normally distributed (p-value 4.932897377074755e-25)
  • share_global_cumulative_co2 has 4376 outliers

share_global_cumulative_cement_co2

numerical

Approximate Distinct Count 1631
Approximate Unique (%) 12.9%
Missing 13321
Missing (%) 51.3%
Infinite 0
Infinite (%) 0.0%
Memory Size 197.9 KB
Mean 5.4243
Minimum 0
Maximum 100
Zeros 692
Zeros (%) 2.7%
Negatives 0
Negatives (%) 0.0%
  • share_global_cumulative_cement_co2 is skewed right (γ1 = 4.3492)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.04
Median 0.21
Q3 1.1
95-th Percentile 34.7065
Maximum 100
Range 100
IQR 1.06

Descriptive Statistics

Mean 5.4243
Standard Deviation 17.5273
Variance 307.2069
Sum 68714.61
Skewness 4.3492
Kurtosis 18.9761
Coefficient of Variation 3.2313
  • share_global_cumulative_cement_co2 is not normally distributed (p-value 5.4707278069106e-25)
  • share_global_cumulative_cement_co2 has 2253 outliers

share_global_cumulative_coal_co2

numerical

Approximate Distinct Count 2267
Approximate Unique (%) 12.7%
Missing 8080
Missing (%) 31.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 279.8 KB
Mean 8.4344
Minimum 0
Maximum 100
Zeros 4508
Zeros (%) 17.3%
Negatives 0
Negatives (%) 0.0%
  • share_global_cumulative_coal_co2 is skewed right (γ1 = 3.1369)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 0.08
Q3 1.19
95-th Percentile 88.32
Maximum 100
Range 100
IQR 1.19

Descriptive Statistics

Mean 8.4344
Standard Deviation 23.7178
Variance 562.5332
Sum 151052.2
Skewness 3.1369
Kurtosis 8.6098
Coefficient of Variation 2.812
  • share_global_cumulative_coal_co2 is not normally distributed (p-value 5.552227336377864e-25)
  • share_global_cumulative_coal_co2 has 3242 outliers

share_global_cumulative_flaring_co2

numerical

Approximate Distinct Count 1284
Approximate Unique (%) 27.7%
Missing 21348
Missing (%) 82.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 72.5 KB
Mean 6.5418
Minimum 0
Maximum 100
Zeros 320
Zeros (%) 1.2%
Negatives 0
Negatives (%) 0.0%
  • share_global_cumulative_flaring_co2 is skewed right (γ1 = 4.0193)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.06
Median 0.62
Q3 4.41
95-th Percentile 39.04
Maximum 100
Range 100
IQR 4.35

Descriptive Statistics

Mean 6.5418
Standard Deviation 15.5403
Variance 241.5005
Sum 30360.54
Skewness 4.0193
Kurtosis 18.7752
Coefficient of Variation 2.3755
  • share_global_cumulative_flaring_co2 is not normally distributed (p-value 1.8974432835173356e-24)
  • share_global_cumulative_flaring_co2 has 725 outliers

share_global_cumulative_gas_co2

numerical

Approximate Distinct Count 1240
Approximate Unique (%) 13.4%
Missing 16744
Missing (%) 64.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 144.5 KB
Mean 6.51
Minimum 0
Maximum 100
Zeros 1433
Zeros (%) 5.5%
Negatives 0
Negatives (%) 0.0%
  • share_global_cumulative_gas_co2 is skewed right (γ1 = 3.7583)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.02
Median 0.13
Q3 1.06
95-th Percentile 62.688
Maximum 100
Range 100
IQR 1.04

Descriptive Statistics

Mean 6.51
Standard Deviation 21.0911
Variance 444.8334
Sum 60185.16
Skewness 3.7583
Kurtosis 12.9327
Coefficient of Variation 3.2398
  • share_global_cumulative_gas_co2 is not normally distributed (p-value 5.612719443974933e-25)
  • share_global_cumulative_gas_co2 has 1450 outliers

share_global_cumulative_oil_co2

numerical

Approximate Distinct Count 2031
Approximate Unique (%) 9.6%
Missing 4889
Missing (%) 18.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 329.7 KB
Mean 3.6849
Minimum 0
Maximum 100
Zeros 4565
Zeros (%) 17.6%
Negatives 0
Negatives (%) 0.0%
  • share_global_cumulative_oil_co2 is skewed right (γ1 = 5.2951)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.01
Median 0.08
Q3 0.63
95-th Percentile 18.6805
Maximum 100
Range 100
IQR 0.62

Descriptive Statistics

Mean 3.6849
Standard Deviation 13.6013
Variance 184.9959
Sum 77750.45
Skewness 5.2951
Kurtosis 29.7406
Coefficient of Variation 3.6911
  • share_global_cumulative_oil_co2 is not normally distributed (p-value 4.87948626731764e-25)
  • share_global_cumulative_oil_co2 has 3635 outliers

share_global_cumulative_other_co2

numerical

Approximate Distinct Count 672
Approximate Unique (%) 30.4%
Missing 23781
Missing (%) 91.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 34.5 KB
Mean 17.4329
Minimum 0
Maximum 100
Zeros 65
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • share_global_cumulative_other_co2 is skewed right (γ1 = 1.7522)

Quantile Statistics

Minimum 0
5-th Percentile 0.02
Q1 0.23
Median 1.105
Q3 18.7625
95-th Percentile 100
Maximum 100
Range 100
IQR 18.5325

Descriptive Statistics

Mean 17.4329
Standard Deviation 30.3257
Variance 919.6471
Sum 38491.89
Skewness 1.7522
Kurtosis 1.7648
Coefficient of Variation 1.7396
  • share_global_cumulative_other_co2 is not normally distributed (p-value 1.1084108165102136e-24)
  • share_global_cumulative_other_co2 has 388 outliers

total_ghg

numerical

Approximate Distinct Count 4344
Approximate Unique (%) 76.9%
Missing 20338
Missing (%) 78.3%
Infinite 0
Infinite (%) 0.0%
Memory Size 88.3 KB
Mean 420.5205
Minimum -178.71
Maximum 48939.71
Zeros 3
Zeros (%) 0.0%
Negatives 93
Negatives (%) 0.4%
  • total_ghg is skewed right (γ1 = 12.9222)

Quantile Statistics

Minimum -178.71
5-th Percentile 0.15
Q1 8.03
Median 33.9
Q3 115.025
95-th Percentile 943.91
Maximum 48939.71
Range 49118.42
IQR 106.995

Descriptive Statistics

Mean 420.5205
Standard Deviation 2955.6999
Variance 8.7362e+06
Sum 2.3764e+06
Skewness 12.9222
Kurtosis 177.2337
Coefficient of Variation 7.0287
  • total_ghg is not normally distributed (p-value 4.4125478456266715e-25)
  • total_ghg has 831 outliers

ghg_per_capita

numerical

Approximate Distinct Count 4686
Approximate Unique (%) 82.9%
Missing 20338
Missing (%) 78.3%
Infinite 0
Infinite (%) 0.0%
Memory Size 88.3 KB
Mean 7.6079
Minimum -31.485
Maximum 74.729
Zeros 3
Zeros (%) 0.0%
Negatives 93
Negatives (%) 0.4%
  • ghg_per_capita is skewed right (γ1 = 2.6682)

Quantile Statistics

Minimum -31.485
5-th Percentile 0.912
Q1 2.6555
Median 5.386
Q3 9.6045
95-th Percentile 22.838
Maximum 74.729
Range 106.214
IQR 6.949

Descriptive Statistics

Mean 7.6079
Standard Deviation 8.2676
Variance 68.354
Sum 42992.325
Skewness 2.6682
Kurtosis 11.8443
Coefficient of Variation 1.0867
  • ghg_per_capita is not normally distributed (p-value 4.1872890460014165e-12)
  • ghg_per_capita has 410 outliers

total_ghg_excluding_lucf

numerical

Approximate Distinct Count 4176
Approximate Unique (%) 73.9%
Missing 20338
Missing (%) 78.3%
Infinite 0
Infinite (%) 0.0%
Memory Size 88.3 KB
Mean 406.5114
Minimum 0.01
Maximum 47552.14
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • total_ghg_excluding_lucf is skewed right (γ1 = 12.7895)

Quantile Statistics

Minimum 0.01
5-th Percentile 0.23
Q1 6.85
Median 28.08
Q3 92.6
95-th Percentile 725.375
Maximum 47552.14
Range 47552.13
IQR 85.75

Descriptive Statistics

Mean 406.5114
Standard Deviation 2867.7063
Variance 8.2237e+06
Sum 2.2972e+06
Skewness 12.7895
Kurtosis 175.5139
Coefficient of Variation 7.0544
  • total_ghg_excluding_lucf is not normally distributed (p-value 4.281841249326252e-25)
  • total_ghg_excluding_lucf has 889 outliers

ghg_excluding_lucf_per_capita

numerical

Approximate Distinct Count 4511
Approximate Unique (%) 79.8%
Missing 20338
Missing (%) 78.3%
Infinite 0
Infinite (%) 0.0%
Memory Size 88.3 KB
Mean 6.8707
Minimum 0.101
Maximum 53.65
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ghg_excluding_lucf_per_capita is skewed right (γ1 = 2.5675)

Quantile Statistics

Minimum 0.101
5-th Percentile 0.8995
Q1 2.0955
Median 4.442
Q3 8.975
95-th Percentile 20.9465
Maximum 53.65
Range 53.549
IQR 6.8795

Descriptive Statistics

Mean 6.8707
Standard Deviation 7.2703
Variance 52.8576
Sum 38826.13
Skewness 2.5675
Kurtosis 8.7477
Coefficient of Variation 1.0582
  • ghg_excluding_lucf_per_capita is not normally distributed (p-value 3.6640189787983064e-11)
  • ghg_excluding_lucf_per_capita has 360 outliers

methane

numerical

Approximate Distinct Count 3081
Approximate Unique (%) 54.5%
Missing 20334
Missing (%) 78.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 88.4 KB
Mean 79.0724
Minimum 0
Maximum 8298.27
Zeros 64
Zeros (%) 0.2%
Negatives 0
Negatives (%) 0.0%
  • methane is skewed right (γ1 = 13.0134)

Quantile Statistics

Minimum 0
5-th Percentile 0.04
Q1 2.005
Median 8.53
Q3 30.025
95-th Percentile 133.47
Maximum 8298.27
Range 8298.27
IQR 28.02

Descriptive Statistics

Mean 79.0724
Standard Deviation 545.0145
Variance 297040.8355
Sum 447154.24
Skewness 13.0134
Kurtosis 175.2307
Coefficient of Variation 6.8926
  • methane is not normally distributed (p-value 4.298352068339622e-25)
  • methane has 628 outliers

methane_per_capita

numerical

Approximate Distinct Count 2512
Approximate Unique (%) 44.4%
Missing 20334
Missing (%) 78.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 88.4 KB
Mean 1.9022
Minimum 0
Maximum 39.795
Zeros 64
Zeros (%) 0.2%
Negatives 0
Negatives (%) 0.0%
  • methane_per_capita is skewed right (γ1 = 6.2782)

Quantile Statistics

Minimum 0
5-th Percentile 0.3031
Q1 0.691
Median 1.077
Q3 1.619
95-th Percentile 6.42
Maximum 39.795
Range 39.795
IQR 0.928

Descriptive Statistics

Mean 1.9022
Standard Deviation 3.3183
Variance 11.0111
Sum 10756.672
Skewness 6.2782
Kurtosis 50.6184
Coefficient of Variation 1.7445
  • methane_per_capita is not normally distributed (p-value 2.5380357951580935e-18)
  • methane_per_capita has 683 outliers

nitrous_oxide

numerical

Approximate Distinct Count 2161
Approximate Unique (%) 38.2%
Missing 20334
Missing (%) 78.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 88.4 KB
Mean 29.0886
Minimum 0
Maximum 3078.27
Zeros 241
Zeros (%) 0.9%
Negatives 0
Negatives (%) 0.0%
  • nitrous_oxide is skewed right (γ1 = 12.9749)

Quantile Statistics

Minimum 0
5-th Percentile 0.01
Q1 0.51
Median 3.46
Q3 11.195
95-th Percentile 59.621
Maximum 3078.27
Range 3078.27
IQR 10.685

Descriptive Statistics

Mean 29.0886
Standard Deviation 198.1477
Variance 39262.5299
Sum 164496.23
Skewness 12.9749
Kurtosis 174.9086
Coefficient of Variation 6.8119
  • nitrous_oxide is not normally distributed (p-value 4.3394995849185175e-25)
  • nitrous_oxide has 667 outliers

nitrous_oxide_per_capita

numerical

Approximate Distinct Count 1490
Approximate Unique (%) 26.4%
Missing 20334
Missing (%) 78.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 88.4 KB
Mean 0.602
Minimum 0
Maximum 10.056
Zeros 241
Zeros (%) 0.9%
Negatives 0
Negatives (%) 0.0%
  • nitrous_oxide_per_capita is skewed right (γ1 = 5.3416)

Quantile Statistics

Minimum 0
5-th Percentile 0.0447
Q1 0.221
Median 0.377
Q3 0.589
95-th Percentile 1.935
Maximum 10.056
Range 10.056
IQR 0.368

Descriptive Statistics

Mean 0.602
Standard Deviation 0.8902
Variance 0.7924
Sum 3404.158
Skewness 5.3416
Kurtosis 39.0071
Coefficient of Variation 1.4787
  • nitrous_oxide_per_capita is not normally distributed (p-value 2.6747315055266736e-15)
  • nitrous_oxide_per_capita has 601 outliers

population

numerical

Approximate Distinct Count 22844
Approximate Unique (%) 99.8%
Missing 3097
Missing (%) 11.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 357.7 KB
Mean 7.068e+07
Minimum 1490
Maximum 7.7948e+09
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • population is skewed right (γ1 = 11.3839)

Quantile Statistics

Minimum 1490
5-th Percentile 58788.3
Q1 1.2874e+06
Median 4.8699e+06
Q3 1.7576e+07
95-th Percentile 2.2566e+08
Maximum 7.7948e+09
Range 7.7948e+09
IQR 1.6289e+07

Descriptive Statistics

Mean 7.068e+07
Standard Deviation 3.7947e+08
Variance 1.44e+17
Sum 1.618e+12
Skewness 11.3839
Kurtosis 162.4565
Coefficient of Variation 5.3689
  • population is not normally distributed (p-value 4.340476043206264e-25)
  • population has 3208 outliers

gdp

numerical

Approximate Distinct Count 13467
Approximate Unique (%) 100.0%
Missing 12520
Missing (%) 48.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 210.5 KB
Mean 2.8896e+11
Minimum 5.5432e+07
Maximum 1.1363e+14
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • gdp is skewed right (γ1 = 36.9685)

Quantile Statistics

Minimum 5.5432e+07
5-th Percentile 1.3518e+09
Q1 9.7901e+09
Median 3.0447e+10
Q3 1.2746e+11
95-th Percentile 1.0653e+12
Maximum 1.1363e+14
Range 1.1363e+14
IQR 1.1767e+11

Descriptive Statistics

Mean 2.8896e+11
Standard Deviation 2.1856e+12
Variance 4.7768e+24
Sum 3.892e+15
Skewness 36.9685
Kurtosis 1707.9565
Coefficient of Variation 7.5638
  • gdp is not normally distributed (p-value 4.261106715187523e-25)
  • gdp has 1894 outliers

primary_energy_consumption

numerical

Approximate Distinct Count 8530
Approximate Unique (%) 91.3%
Missing 16644
Missing (%) 64.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 146.0 KB
Mean 1425.6516
Minimum 0
Maximum 161530.754
Zeros 45
Zeros (%) 0.2%
Negatives 0
Negatives (%) 0.0%
  • primary_energy_consumption is skewed right (γ1 = 12.2052)

Quantile Statistics

Minimum 0
5-th Percentile 0.3822
Q1 6.44
Median 54.352
Q3 326.727
95-th Percentile 3465.0032
Maximum 161530.754
Range 161530.754
IQR 320.287

Descriptive Statistics

Mean 1425.6516
Standard Deviation 8750.5381
Variance 7.6572e+07
Sum 1.3323e+07
Skewness 12.2052
Kurtosis 172.736
Coefficient of Variation 6.1379
  • primary_energy_consumption is not normally distributed (p-value 4.357198577705487e-25)
  • primary_energy_consumption has 1397 outliers

energy_per_capita

numerical

Approximate Distinct Count 9252
Approximate Unique (%) 99.5%
Missing 16689
Missing (%) 64.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 145.3 KB
Mean 24469.9738
Minimum 0
Maximum 308704.252
Zeros 45
Zeros (%) 0.2%
Negatives 0
Negatives (%) 0.0%
  • energy_per_capita is skewed right (γ1 = 2.7663)

Quantile Statistics

Minimum 0
5-th Percentile 458.2718
Q1 3067.4947
Median 12983.272
Q3 34081.0155
95-th Percentile 84813.1192
Maximum 308704.252
Range 308704.252
IQR 31013.5208

Descriptive Statistics

Mean 24469.9738
Standard Deviation 32096.3476
Variance 1.0302e+09
Sum 2.2757e+08
Skewness 2.7663
Kurtosis 10.9608
Coefficient of Variation 1.3117
  • energy_per_capita is not normally distributed (p-value 1.4741077245081793e-19)
  • energy_per_capita has 507 outliers

energy_per_gdp

numerical

Approximate Distinct Count 3199
Approximate Unique (%) 44.8%
Missing 18840
Missing (%) 72.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 111.7 KB
Mean 1.8059
Minimum 0.078
Maximum 25.253
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • energy_per_gdp is skewed right (γ1 = 4.662)

Quantile Statistics

Minimum 0.078
5-th Percentile 0.365
Q1 0.859
Median 1.309
Q3 2.203
95-th Percentile 4.5954
Maximum 25.253
Range 25.175
IQR 1.344

Descriptive Statistics

Mean 1.8059
Standard Deviation 1.7793
Variance 3.166
Sum 12910.293
Skewness 4.662
Kurtosis 36.3768
Coefficient of Variation 0.9853
  • energy_per_gdp is not normally distributed (p-value 8.001357899295006e-13)
  • energy_per_gdp has 455 outliers

Interactions

Correlations

Missing Values